What is Starter Stack and what does it do?

Starter Stack is an AI-Native Service (AINS) partner for non-bank lenders. It diagnoses operational bottlenecks, builds custom AI agents to handle repeatable workflows, and runs those agents on its own managed infrastructure. The client doesn't manage software. Typical engagement areas include underwriting intake, covenant monitoring, servicing handoff, and month-end reconciliation.

What happens on the Starter Stack demo call?

The first call is a diagnostic conversation, not a product walkthrough. Starter Stack asks about your current operational bottleneck, gets specific to your deal type and lending mechanics, and gives you a clear sense of fit and next steps within 30 minutes. No slide deck, no commitment required.

How long does it take to go live after the first call?

The typical engagement goes live in under 30 days from the start of a workflow assessment. The first deployment is scoped to a single high-friction workflow, which keeps the timeline tight and the risk low.

Do I need to have my IT team on the first call?

No. The first call is an operational conversation, not a technical integration review. It helps to have a basic sense of what systems the workflow touches, but IT doesn't need to be present.

Is my data safe during the engagement?

Yes. Each deployment is private and firm-specific. Client data doesn't enter a shared platform or train any shared model. Starter Stack's SOC 2 audit is in progress. Deployment runs on Starter Stack managed infrastructure or optionally within the client's own environment.

What if I'm not sure which workflow to automate first?

That's exactly what the first call is designed to help you figure out. If you want to do some thinking beforehand, the AI readiness assessment guide on the Starter Stack blog walks through how to identify which workflows are strong automation candidates.

Does Starter Stack require replacing my existing systems?

No. The service integrates with existing client systems — no rip-and-replace. The agents are built around your current process and tooling, not the other way around.

Starter Stack Demo: What Happens on the First Call and What to Prepare

Mark Dusseau

Co-Founder & CEO

2026-09-297 min read

Getting StartedOperationsAI Strategy

You've been watching the back office strain under volume. A deal slipped through a documentation gap. Month-end close took two weeks again. You've heard enough about AI to be curious — and skeptical in equal measure.

Booking a demo with Starter Stack is not a software walkthrough. There's no slide deck of features. The first call is a diagnostic conversation, and you leave with a clear picture of which workflow to fix first and what it would actually take to fix it.

Here's exactly what to expect, and how to get the most out of it.

What the First Call Is Actually For

Starter Stack is an AI-Native Service (AINS) partner — meaning it diagnoses your operational bottlenecks, builds custom AI agents to handle the repeatable work, and runs those agents on its own infrastructure. You don't manage software. The first call is where the diagnosis starts.

The goal isn't to sell you a subscription. It's to identify your highest-friction workflow, confirm whether it's a strong fit for AI agent automation, and give you a realistic picture of what a 30-day engagement would look like.

That's a different kind of conversation than a typical vendor demo. Come prepared to talk about your operations, not your technology stack.

What Happens During the Call

You'll Be Asked About Your Current Bottleneck

The first question is usually some version of: where are you losing time or deals right now?

Common answers from lenders at this stage include underwriting intake that depends on one person to chase stips and structure borrower files, covenant monitoring that lives in a spreadsheet someone updates manually, servicing handoffs where deal context gets lost post-close, and month-end reconciliation that drags on because servicing data and bank activity won't align.

You don't need a polished answer. The call is designed to surface the real problem — not the one you wrote down for a vendor meeting.

The Conversation Gets Specific to Your Deal Type

Starter Stack builds agents for specific lending mechanics, not generic finance automation. If you run MCA, the conversation will move toward stacking detection and underwriting intake. If you're a private credit fund, it'll go toward covenant drift and portfolio monitoring. If you do CRE, it'll focus on document processing and risk analytics.

This matters because the agent logic has to match your actual credit process. A workflow agent built for revenue-based financing doesn't transfer to ABL without rework. The first call is where that specificity gets established.

You'll Get a Sense of Fit Before You Hang Up

By the end of 30 minutes, you should know whether your bottleneck is a strong candidate for automation, which workflow would go first, and roughly how the engagement would start. You're not being handed a proposal — you're being given enough to decide whether a deeper workflow assessment makes sense.

What to Prepare Before the Call

Know Your One Worst Workflow

You don't need to map your entire operation. Pick the one process causing the most friction right now — the one that requires the most manual hours, the one that dropped a deal last quarter, or the one that still lives in someone's head rather than a documented process.

If you haven't done that thinking yet, the AI readiness assessment guide on the Starter Stack blog is a useful starting point. It helps you identify which workflows are actually ready for automation versus which ones need process clarity first.

Be Ready to Describe the Workflow in Plain Terms

No process map or flowchart needed. Just walk through it step by step: what triggers it, who touches it, what inputs it requires, where it stalls, and what the output looks like when it works correctly.

For example: "When a new MCA application comes in, someone has to pull the bank statements, run the analysis, flag any stacking, and structure the file before it goes to credit. That takes about four hours per deal and we're doing 30 deals a week." That's enough to start a productive conversation.

Know Your Current Spend on the Problem

Exact numbers aren't required, but a rough sense of what you're spending to manage the bottleneck today is useful — offshore staff hours, SaaS tools that partially address it, internal headcount time. If you haven't worked through that math, the Back-Office Cost Calculator at starterstack.ai can help you estimate it before the call.

Have a Sense of Your Integration Constraints

Starter Stack integrates with existing systems and doesn't require a rip-and-replace. But knowing what's in play — your LOS, servicing platform, accounting tools — helps the conversation move faster. You don't need IT on the call. Just a basic picture of what the workflow touches.

What You Won't Be Asked to Do

You won't be asked to sign anything on the first call. No pricing sheet, no 40-page RFP response.

The engagement model starts small — one workflow — and expands from there. That's by design. There's no big-bang implementation risk because the first deployment is scoped to a single bottleneck. If it works, you expand. If something needs adjustment, the team adjusts it, because they're running the agents, not handing you software to manage.

Client data is private and firm-specific. It doesn't enter a shared platform or train any shared model. If data handling is a concern for your compliance team, that's worth confirming on the call.

After the First Call

If there's a clear fit, the next step is typically a deeper workflow assessment — where the actual process mapping happens, automation split points get identified, and the scope of the first deployment gets defined.

The article on what to build first with custom AI solutions in finance walks through the logic behind prioritizing one workflow over another, which is directly relevant to what comes up in that second conversation.

From assessment to first workflow in production is typically under 30 days. That's not a marketing claim — it's the structure of the engagement: one workflow, scoped tightly, deployed fast, then expanded.

The first call is 30 minutes. You leave with a clear diagnosis, not a sales pitch. If you're ready to identify your highest-friction workflow and see what automation would actually look like for your operation, book a 30-minute workflow assessment at starterstack.ai.